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split: float_multiply_train + path: 1-digit/float_multiply_train-* + - split: float_multiply_test + path: 1-digit/float_multiply_test-* + - split: int_divide_train + path: 1-digit/int_divide_train-* + - split: int_divide_test + path: 1-digit/int_divide_test-* + - split: float_divide_train + path: 1-digit/float_divide_train-* + - split: float_divide_test + path: 1-digit/float_divide_test-* +- config_name: 1-digit-use-commas + data_files: + - split: int_add_train + path: 1-digit-use-commas/int_add_train-* + - split: int_add_test + path: 1-digit-use-commas/int_add_test-* + - split: float_add_train + path: 1-digit-use-commas/float_add_train-* + - split: float_add_test + path: 1-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 1-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 1-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 1-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 1-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 1-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 1-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 1-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 1-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 1-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 1-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 1-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 1-digit-use-commas/float_divide_test-* +- config_name: 10-digit + data_files: + - split: int_add_train + path: 10-digit/int_add_train-* + - split: int_add_test + path: 10-digit/int_add_test-* + - split: float_add_train + path: 10-digit/float_add_train-* + - split: float_add_test + path: 10-digit/float_add_test-* + - split: int_subtract_train + path: 10-digit/int_subtract_train-* + - split: int_subtract_test + path: 10-digit/int_subtract_test-* + - split: float_subtract_train + path: 10-digit/float_subtract_train-* + - split: float_subtract_test + path: 10-digit/float_subtract_test-* + - split: int_multiply_train + path: 10-digit/int_multiply_train-* + - split: int_multiply_test + path: 10-digit/int_multiply_test-* + - split: float_multiply_train + path: 10-digit/float_multiply_train-* + - split: float_multiply_test + path: 10-digit/float_multiply_test-* + - split: int_divide_train + path: 10-digit/int_divide_train-* + - split: int_divide_test + path: 10-digit/int_divide_test-* + - split: float_divide_train + path: 10-digit/float_divide_train-* + - split: float_divide_test + path: 10-digit/float_divide_test-* +- config_name: 10-digit-use-commas + data_files: + - split: int_add_train + path: 10-digit-use-commas/int_add_train-* + - split: int_add_test + path: 10-digit-use-commas/int_add_test-* + - split: float_add_train + path: 10-digit-use-commas/float_add_train-* + - split: float_add_test + path: 10-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 10-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 10-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 10-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 10-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 10-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 10-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 10-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 10-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 10-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 10-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 10-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 10-digit-use-commas/float_divide_test-* +- config_name: 11-digit + data_files: + - split: int_add_train + path: 11-digit/int_add_train-* + - split: int_add_test + path: 11-digit/int_add_test-* + - split: float_add_train + path: 11-digit/float_add_train-* + - split: float_add_test + path: 11-digit/float_add_test-* + - split: int_subtract_train + path: 11-digit/int_subtract_train-* + - split: int_subtract_test + path: 11-digit/int_subtract_test-* + - split: float_subtract_train + path: 11-digit/float_subtract_train-* + - split: float_subtract_test + path: 11-digit/float_subtract_test-* + - split: int_multiply_train + path: 11-digit/int_multiply_train-* + - split: int_multiply_test + path: 11-digit/int_multiply_test-* + - split: float_multiply_train + path: 11-digit/float_multiply_train-* + - split: float_multiply_test + path: 11-digit/float_multiply_test-* + - split: int_divide_train + path: 11-digit/int_divide_train-* + - split: int_divide_test + path: 11-digit/int_divide_test-* + - split: float_divide_train + path: 11-digit/float_divide_train-* + - split: float_divide_test + path: 11-digit/float_divide_test-* +- config_name: 11-digit-use-commas + data_files: + - split: int_add_train + path: 11-digit-use-commas/int_add_train-* + - split: int_add_test + path: 11-digit-use-commas/int_add_test-* + - split: float_add_train + path: 11-digit-use-commas/float_add_train-* + - split: float_add_test + path: 11-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 11-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 11-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 11-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 11-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 11-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 11-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 11-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 11-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 11-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 11-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 11-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 11-digit-use-commas/float_divide_test-* +- config_name: 12-digit + data_files: + - split: int_add_train + path: 12-digit/int_add_train-* + - split: int_add_test + path: 12-digit/int_add_test-* + - split: float_add_train + path: 12-digit/float_add_train-* + - split: float_add_test + path: 12-digit/float_add_test-* + - split: int_subtract_train + path: 12-digit/int_subtract_train-* + - split: int_subtract_test + path: 12-digit/int_subtract_test-* + - split: float_subtract_train + path: 12-digit/float_subtract_train-* + - split: float_subtract_test + path: 12-digit/float_subtract_test-* + - split: int_multiply_train + path: 12-digit/int_multiply_train-* + - split: int_multiply_test + path: 12-digit/int_multiply_test-* + - split: float_multiply_train + path: 12-digit/float_multiply_train-* + - split: float_multiply_test + path: 12-digit/float_multiply_test-* + - split: int_divide_train + path: 12-digit/int_divide_train-* + - split: int_divide_test + path: 12-digit/int_divide_test-* + - split: float_divide_train + path: 12-digit/float_divide_train-* + - split: float_divide_test + path: 12-digit/float_divide_test-* +- config_name: 12-digit-use-commas + data_files: + - split: int_add_train + path: 12-digit-use-commas/int_add_train-* + - split: int_add_test + path: 12-digit-use-commas/int_add_test-* + - split: float_add_train + path: 12-digit-use-commas/float_add_train-* + - split: float_add_test + path: 12-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 12-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 12-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 12-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 12-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 12-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 12-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 12-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 12-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 12-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 12-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 12-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 12-digit-use-commas/float_divide_test-* +- config_name: 13-digit + data_files: + - split: int_add_train + path: 13-digit/int_add_train-* + - split: int_add_test + path: 13-digit/int_add_test-* + - split: float_add_train + path: 13-digit/float_add_train-* + - split: float_add_test + path: 13-digit/float_add_test-* + - split: int_subtract_train + path: 13-digit/int_subtract_train-* + - split: int_subtract_test + path: 13-digit/int_subtract_test-* + - split: float_subtract_train + path: 13-digit/float_subtract_train-* + - split: float_subtract_test + path: 13-digit/float_subtract_test-* + - split: int_multiply_train + path: 13-digit/int_multiply_train-* + - split: int_multiply_test + path: 13-digit/int_multiply_test-* + - split: float_multiply_train + path: 13-digit/float_multiply_train-* + - split: float_multiply_test + path: 13-digit/float_multiply_test-* + - split: int_divide_train + path: 13-digit/int_divide_train-* + - split: int_divide_test + path: 13-digit/int_divide_test-* + - split: float_divide_train + path: 13-digit/float_divide_train-* + - split: float_divide_test + path: 13-digit/float_divide_test-* +- config_name: 13-digit-use-commas + data_files: + - split: int_add_train + path: 13-digit-use-commas/int_add_train-* + - split: int_add_test + path: 13-digit-use-commas/int_add_test-* + - split: float_add_train + path: 13-digit-use-commas/float_add_train-* + - split: float_add_test + path: 13-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 13-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 13-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 13-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 13-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 13-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 13-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 13-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 13-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 13-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 13-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 13-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 13-digit-use-commas/float_divide_test-* +- config_name: 14-digit + data_files: + - split: int_add_train + path: 14-digit/int_add_train-* + - split: int_add_test + path: 14-digit/int_add_test-* + - split: float_add_train + path: 14-digit/float_add_train-* + - split: float_add_test + path: 14-digit/float_add_test-* + - split: int_subtract_train + path: 14-digit/int_subtract_train-* + - split: int_subtract_test + path: 14-digit/int_subtract_test-* + - split: float_subtract_train + path: 14-digit/float_subtract_train-* + - split: float_subtract_test + path: 14-digit/float_subtract_test-* + - split: int_multiply_train + path: 14-digit/int_multiply_train-* + - split: int_multiply_test + path: 14-digit/int_multiply_test-* + - split: float_multiply_train + path: 14-digit/float_multiply_train-* + - split: float_multiply_test + path: 14-digit/float_multiply_test-* + - split: int_divide_train + path: 14-digit/int_divide_train-* + - split: int_divide_test + path: 14-digit/int_divide_test-* + - split: float_divide_train + path: 14-digit/float_divide_train-* + - split: float_divide_test + path: 14-digit/float_divide_test-* +- config_name: 14-digit-use-commas + data_files: + - split: int_add_train + path: 14-digit-use-commas/int_add_train-* + - split: int_add_test + path: 14-digit-use-commas/int_add_test-* + - split: float_add_train + path: 14-digit-use-commas/float_add_train-* + - split: float_add_test + path: 14-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 14-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 14-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 14-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 14-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 14-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 14-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 14-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 14-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 14-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 14-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 14-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 14-digit-use-commas/float_divide_test-* +- config_name: 15-digit + data_files: + - split: int_add_train + path: 15-digit/int_add_train-* + - split: int_add_test + path: 15-digit/int_add_test-* + - split: float_add_train + path: 15-digit/float_add_train-* + - split: float_add_test + path: 15-digit/float_add_test-* + - split: int_subtract_train + path: 15-digit/int_subtract_train-* + - split: int_subtract_test + path: 15-digit/int_subtract_test-* + - split: float_subtract_train + path: 15-digit/float_subtract_train-* + - split: float_subtract_test + path: 15-digit/float_subtract_test-* + - split: int_multiply_train + path: 15-digit/int_multiply_train-* + - split: int_multiply_test + path: 15-digit/int_multiply_test-* + - split: float_multiply_train + path: 15-digit/float_multiply_train-* + - split: float_multiply_test + path: 15-digit/float_multiply_test-* + - split: int_divide_train + path: 15-digit/int_divide_train-* + - split: int_divide_test + path: 15-digit/int_divide_test-* + - split: float_divide_train + path: 15-digit/float_divide_train-* + - split: float_divide_test + path: 15-digit/float_divide_test-* +- config_name: 15-digit-use-commas + data_files: + - split: int_add_train + path: 15-digit-use-commas/int_add_train-* + - split: int_add_test + path: 15-digit-use-commas/int_add_test-* + - split: float_add_train + path: 15-digit-use-commas/float_add_train-* + - split: float_add_test + path: 15-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 15-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 15-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 15-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 15-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 15-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 15-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 15-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 15-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 15-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 15-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 15-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 15-digit-use-commas/float_divide_test-* +- config_name: 16-digit + data_files: + - split: int_add_train + path: 16-digit/int_add_train-* + - split: int_add_test + path: 16-digit/int_add_test-* + - split: float_add_train + path: 16-digit/float_add_train-* + - split: float_add_test + path: 16-digit/float_add_test-* + - split: int_subtract_train + path: 16-digit/int_subtract_train-* + - split: int_subtract_test + path: 16-digit/int_subtract_test-* + - split: float_subtract_train + path: 16-digit/float_subtract_train-* + - split: float_subtract_test + path: 16-digit/float_subtract_test-* + - split: int_multiply_train + path: 16-digit/int_multiply_train-* + - split: int_multiply_test + path: 16-digit/int_multiply_test-* + - split: float_multiply_train + path: 16-digit/float_multiply_train-* + - split: float_multiply_test + path: 16-digit/float_multiply_test-* + - split: int_divide_train + path: 16-digit/int_divide_train-* + - split: int_divide_test + path: 16-digit/int_divide_test-* + - split: float_divide_train + path: 16-digit/float_divide_train-* + - split: float_divide_test + path: 16-digit/float_divide_test-* +- config_name: 16-digit-use-commas + data_files: + - split: int_add_train + path: 16-digit-use-commas/int_add_train-* + - split: int_add_test + path: 16-digit-use-commas/int_add_test-* + - split: float_add_train + path: 16-digit-use-commas/float_add_train-* + - split: float_add_test + path: 16-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 16-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 16-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 16-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 16-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 16-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 16-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 16-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 16-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 16-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 16-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 16-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 16-digit-use-commas/float_divide_test-* +- config_name: 17-digit + data_files: + - split: int_add_train + path: 17-digit/int_add_train-* + - split: int_add_test + path: 17-digit/int_add_test-* + - split: float_add_train + path: 17-digit/float_add_train-* + - split: float_add_test + path: 17-digit/float_add_test-* + - split: int_subtract_train + path: 17-digit/int_subtract_train-* + - split: int_subtract_test + path: 17-digit/int_subtract_test-* + - split: float_subtract_train + path: 17-digit/float_subtract_train-* + - split: float_subtract_test + path: 17-digit/float_subtract_test-* + - split: int_multiply_train + path: 17-digit/int_multiply_train-* + - split: int_multiply_test + path: 17-digit/int_multiply_test-* + - split: float_multiply_train + path: 17-digit/float_multiply_train-* + - split: float_multiply_test + path: 17-digit/float_multiply_test-* + - split: int_divide_train + path: 17-digit/int_divide_train-* + - split: int_divide_test + path: 17-digit/int_divide_test-* + - split: float_divide_train + path: 17-digit/float_divide_train-* + - split: float_divide_test + path: 17-digit/float_divide_test-* +- config_name: 17-digit-use-commas + data_files: + - split: int_add_train + path: 17-digit-use-commas/int_add_train-* + - split: int_add_test + path: 17-digit-use-commas/int_add_test-* + - split: float_add_train + path: 17-digit-use-commas/float_add_train-* + - split: float_add_test + path: 17-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 17-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 17-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 17-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 17-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 17-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 17-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 17-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 17-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 17-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 17-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 17-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 17-digit-use-commas/float_divide_test-* +- config_name: 18-digit + data_files: + - split: int_add_train + path: 18-digit/int_add_train-* + - split: int_add_test + path: 18-digit/int_add_test-* + - split: float_add_train + path: 18-digit/float_add_train-* + - split: float_add_test + path: 18-digit/float_add_test-* + - split: int_subtract_train + path: 18-digit/int_subtract_train-* + - split: int_subtract_test + path: 18-digit/int_subtract_test-* + - split: float_subtract_train + path: 18-digit/float_subtract_train-* + - split: float_subtract_test + path: 18-digit/float_subtract_test-* + - split: int_multiply_train + path: 18-digit/int_multiply_train-* + - split: int_multiply_test + path: 18-digit/int_multiply_test-* + - split: float_multiply_train + path: 18-digit/float_multiply_train-* + - split: float_multiply_test + path: 18-digit/float_multiply_test-* + - split: int_divide_train + path: 18-digit/int_divide_train-* + - split: int_divide_test + path: 18-digit/int_divide_test-* + - split: float_divide_train + path: 18-digit/float_divide_train-* + - split: float_divide_test + path: 18-digit/float_divide_test-* +- config_name: 18-digit-use-commas + data_files: + - split: int_add_train + path: 18-digit-use-commas/int_add_train-* + - split: int_add_test + path: 18-digit-use-commas/int_add_test-* + - split: float_add_train + path: 18-digit-use-commas/float_add_train-* + - split: float_add_test + path: 18-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 18-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 18-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 18-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 18-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 18-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 18-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 18-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 18-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 18-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 18-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 18-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 18-digit-use-commas/float_divide_test-* +- config_name: 19-digit + data_files: + - split: int_add_train + path: 19-digit/int_add_train-* + - split: int_add_test + path: 19-digit/int_add_test-* + - split: float_add_train + path: 19-digit/float_add_train-* + - split: float_add_test + path: 19-digit/float_add_test-* + - split: int_subtract_train + path: 19-digit/int_subtract_train-* + - split: int_subtract_test + path: 19-digit/int_subtract_test-* + - split: float_subtract_train + path: 19-digit/float_subtract_train-* + - split: float_subtract_test + path: 19-digit/float_subtract_test-* + - split: int_multiply_train + path: 19-digit/int_multiply_train-* + - split: int_multiply_test + path: 19-digit/int_multiply_test-* + - split: float_multiply_train + path: 19-digit/float_multiply_train-* + - split: float_multiply_test + path: 19-digit/float_multiply_test-* + - split: int_divide_train + path: 19-digit/int_divide_train-* + - split: int_divide_test + path: 19-digit/int_divide_test-* + - split: float_divide_train + path: 19-digit/float_divide_train-* + - split: float_divide_test + path: 19-digit/float_divide_test-* +- config_name: 19-digit-use-commas + data_files: + - split: int_add_train + path: 19-digit-use-commas/int_add_train-* + - split: int_add_test + path: 19-digit-use-commas/int_add_test-* + - split: float_add_train + path: 19-digit-use-commas/float_add_train-* + - split: float_add_test + path: 19-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 19-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 19-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 19-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 19-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 19-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 19-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 19-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 19-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 19-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 19-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 19-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 19-digit-use-commas/float_divide_test-* +- config_name: 2-digit + data_files: + - split: int_add_train + path: 2-digit/int_add_train-* + - split: int_add_test + path: 2-digit/int_add_test-* + - split: float_add_train + path: 2-digit/float_add_train-* + - split: float_add_test + path: 2-digit/float_add_test-* + - split: int_subtract_train + path: 2-digit/int_subtract_train-* + - split: int_subtract_test + path: 2-digit/int_subtract_test-* + - split: float_subtract_train + path: 2-digit/float_subtract_train-* + - split: float_subtract_test + path: 2-digit/float_subtract_test-* + - split: int_multiply_train + path: 2-digit/int_multiply_train-* + - split: int_multiply_test + path: 2-digit/int_multiply_test-* + - split: float_multiply_train + path: 2-digit/float_multiply_train-* + - split: float_multiply_test + path: 2-digit/float_multiply_test-* + - split: int_divide_train + path: 2-digit/int_divide_train-* + - split: int_divide_test + path: 2-digit/int_divide_test-* + - split: float_divide_train + path: 2-digit/float_divide_train-* + - split: float_divide_test + path: 2-digit/float_divide_test-* +- config_name: 2-digit-use-commas + data_files: + - split: int_add_train + path: 2-digit-use-commas/int_add_train-* + - split: int_add_test + path: 2-digit-use-commas/int_add_test-* + - split: float_add_train + path: 2-digit-use-commas/float_add_train-* + - split: float_add_test + path: 2-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 2-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 2-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 2-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 2-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 2-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 2-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 2-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 2-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 2-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 2-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 2-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 2-digit-use-commas/float_divide_test-* +- config_name: 20-digit + data_files: + - split: int_add_train + path: 20-digit/int_add_train-* + - split: int_add_test + path: 20-digit/int_add_test-* + - split: float_add_train + path: 20-digit/float_add_train-* + - split: float_add_test + path: 20-digit/float_add_test-* + - split: int_subtract_train + path: 20-digit/int_subtract_train-* + - split: int_subtract_test + path: 20-digit/int_subtract_test-* + - split: float_subtract_train + path: 20-digit/float_subtract_train-* + - split: float_subtract_test + path: 20-digit/float_subtract_test-* + - split: int_multiply_train + path: 20-digit/int_multiply_train-* + - split: int_multiply_test + path: 20-digit/int_multiply_test-* + - split: float_multiply_train + path: 20-digit/float_multiply_train-* + - split: float_multiply_test + path: 20-digit/float_multiply_test-* + - split: int_divide_train + path: 20-digit/int_divide_train-* + - split: int_divide_test + path: 20-digit/int_divide_test-* + - split: float_divide_train + path: 20-digit/float_divide_train-* + - split: float_divide_test + path: 20-digit/float_divide_test-* +- config_name: 20-digit-use-commas + data_files: + - split: int_add_train + path: 20-digit-use-commas/int_add_train-* + - split: int_add_test + path: 20-digit-use-commas/int_add_test-* + - split: float_add_train + path: 20-digit-use-commas/float_add_train-* + - split: float_add_test + path: 20-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 20-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 20-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 20-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 20-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 20-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 20-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 20-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 20-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 20-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 20-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 20-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 20-digit-use-commas/float_divide_test-* +- config_name: 3-digit + data_files: + - split: int_add_train + path: 3-digit/int_add_train-* + - split: int_add_test + path: 3-digit/int_add_test-* + - split: float_add_train + path: 3-digit/float_add_train-* + - split: float_add_test + path: 3-digit/float_add_test-* + - split: int_subtract_train + path: 3-digit/int_subtract_train-* + - split: int_subtract_test + path: 3-digit/int_subtract_test-* + - split: float_subtract_train + path: 3-digit/float_subtract_train-* + - split: float_subtract_test + path: 3-digit/float_subtract_test-* + - split: int_multiply_train + path: 3-digit/int_multiply_train-* + - split: int_multiply_test + path: 3-digit/int_multiply_test-* + - split: float_multiply_train + path: 3-digit/float_multiply_train-* + - split: float_multiply_test + path: 3-digit/float_multiply_test-* + - split: int_divide_train + path: 3-digit/int_divide_train-* + - split: int_divide_test + path: 3-digit/int_divide_test-* + - split: float_divide_train + path: 3-digit/float_divide_train-* + - split: float_divide_test + path: 3-digit/float_divide_test-* +- config_name: 3-digit-use-commas + data_files: + - split: int_add_train + path: 3-digit-use-commas/int_add_train-* + - split: int_add_test + path: 3-digit-use-commas/int_add_test-* + - split: float_add_train + path: 3-digit-use-commas/float_add_train-* + - split: float_add_test + path: 3-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 3-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 3-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 3-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 3-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 3-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 3-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 3-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 3-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 3-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 3-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 3-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 3-digit-use-commas/float_divide_test-* +- config_name: 4-digit + data_files: + - split: int_add_train + path: 4-digit/int_add_train-* + - split: int_add_test + path: 4-digit/int_add_test-* + - split: float_add_train + path: 4-digit/float_add_train-* + - split: float_add_test + path: 4-digit/float_add_test-* + - split: int_subtract_train + path: 4-digit/int_subtract_train-* + - split: int_subtract_test + path: 4-digit/int_subtract_test-* + - split: float_subtract_train + path: 4-digit/float_subtract_train-* + - split: float_subtract_test + path: 4-digit/float_subtract_test-* + - split: int_multiply_train + path: 4-digit/int_multiply_train-* + - split: int_multiply_test + path: 4-digit/int_multiply_test-* + - split: float_multiply_train + path: 4-digit/float_multiply_train-* + - split: float_multiply_test + path: 4-digit/float_multiply_test-* + - split: int_divide_train + path: 4-digit/int_divide_train-* + - split: int_divide_test + path: 4-digit/int_divide_test-* + - split: float_divide_train + path: 4-digit/float_divide_train-* + - split: float_divide_test + path: 4-digit/float_divide_test-* +- config_name: 4-digit-use-commas + data_files: + - split: int_add_train + path: 4-digit-use-commas/int_add_train-* + - split: int_add_test + path: 4-digit-use-commas/int_add_test-* + - split: float_add_train + path: 4-digit-use-commas/float_add_train-* + - split: float_add_test + path: 4-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 4-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 4-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 4-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 4-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 4-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 4-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 4-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 4-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 4-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 4-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 4-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 4-digit-use-commas/float_divide_test-* +- config_name: 5-digit + data_files: + - split: int_add_train + path: 5-digit/int_add_train-* + - split: int_add_test + path: 5-digit/int_add_test-* + - split: float_add_train + path: 5-digit/float_add_train-* + - split: float_add_test + path: 5-digit/float_add_test-* + - split: int_subtract_train + path: 5-digit/int_subtract_train-* + - split: int_subtract_test + path: 5-digit/int_subtract_test-* + - split: float_subtract_train + path: 5-digit/float_subtract_train-* + - split: float_subtract_test + path: 5-digit/float_subtract_test-* + - split: int_multiply_train + path: 5-digit/int_multiply_train-* + - split: int_multiply_test + path: 5-digit/int_multiply_test-* + - split: float_multiply_train + path: 5-digit/float_multiply_train-* + - split: float_multiply_test + path: 5-digit/float_multiply_test-* + - split: int_divide_train + path: 5-digit/int_divide_train-* + - split: int_divide_test + path: 5-digit/int_divide_test-* + - split: float_divide_train + path: 5-digit/float_divide_train-* + - split: float_divide_test + path: 5-digit/float_divide_test-* +- config_name: 5-digit-use-commas + data_files: + - split: int_add_train + path: 5-digit-use-commas/int_add_train-* + - split: int_add_test + path: 5-digit-use-commas/int_add_test-* + - split: float_add_train + path: 5-digit-use-commas/float_add_train-* + - split: float_add_test + path: 5-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 5-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 5-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 5-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 5-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 5-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 5-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 5-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 5-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 5-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 5-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 5-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 5-digit-use-commas/float_divide_test-* +- config_name: 6-digit + data_files: + - split: int_add_train + path: 6-digit/int_add_train-* + - split: int_add_test + path: 6-digit/int_add_test-* + - split: float_add_train + path: 6-digit/float_add_train-* + - split: float_add_test + path: 6-digit/float_add_test-* + - split: int_subtract_train + path: 6-digit/int_subtract_train-* + - split: int_subtract_test + path: 6-digit/int_subtract_test-* + - split: float_subtract_train + path: 6-digit/float_subtract_train-* + - split: float_subtract_test + path: 6-digit/float_subtract_test-* + - split: int_multiply_train + path: 6-digit/int_multiply_train-* + - split: int_multiply_test + path: 6-digit/int_multiply_test-* + - split: float_multiply_train + path: 6-digit/float_multiply_train-* + - split: float_multiply_test + path: 6-digit/float_multiply_test-* + - split: int_divide_train + path: 6-digit/int_divide_train-* + - split: int_divide_test + path: 6-digit/int_divide_test-* + - split: float_divide_train + path: 6-digit/float_divide_train-* + - split: float_divide_test + path: 6-digit/float_divide_test-* +- config_name: 6-digit-use-commas + data_files: + - split: int_add_train + path: 6-digit-use-commas/int_add_train-* + - split: int_add_test + path: 6-digit-use-commas/int_add_test-* + - split: float_add_train + path: 6-digit-use-commas/float_add_train-* + - split: float_add_test + path: 6-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 6-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 6-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 6-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 6-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 6-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 6-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 6-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 6-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 6-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 6-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 6-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 6-digit-use-commas/float_divide_test-* +- config_name: 7-digit + data_files: + - split: int_add_train + path: 7-digit/int_add_train-* + - split: int_add_test + path: 7-digit/int_add_test-* + - split: float_add_train + path: 7-digit/float_add_train-* + - split: float_add_test + path: 7-digit/float_add_test-* + - split: int_subtract_train + path: 7-digit/int_subtract_train-* + - split: int_subtract_test + path: 7-digit/int_subtract_test-* + - split: float_subtract_train + path: 7-digit/float_subtract_train-* + - split: float_subtract_test + path: 7-digit/float_subtract_test-* + - split: int_multiply_train + path: 7-digit/int_multiply_train-* + - split: int_multiply_test + path: 7-digit/int_multiply_test-* + - split: float_multiply_train + path: 7-digit/float_multiply_train-* + - split: float_multiply_test + path: 7-digit/float_multiply_test-* + - split: int_divide_train + path: 7-digit/int_divide_train-* + - split: int_divide_test + path: 7-digit/int_divide_test-* + - split: float_divide_train + path: 7-digit/float_divide_train-* + - split: float_divide_test + path: 7-digit/float_divide_test-* +- config_name: 7-digit-use-commas + data_files: + - split: int_add_train + path: 7-digit-use-commas/int_add_train-* + - split: int_add_test + path: 7-digit-use-commas/int_add_test-* + - split: float_add_train + path: 7-digit-use-commas/float_add_train-* + - split: float_add_test + path: 7-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 7-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 7-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 7-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 7-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 7-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 7-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 7-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 7-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 7-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 7-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 7-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 7-digit-use-commas/float_divide_test-* +- config_name: 8-digit + data_files: + - split: int_add_train + path: 8-digit/int_add_train-* + - split: int_add_test + path: 8-digit/int_add_test-* + - split: float_add_train + path: 8-digit/float_add_train-* + - split: float_add_test + path: 8-digit/float_add_test-* + - split: int_subtract_train + path: 8-digit/int_subtract_train-* + - split: int_subtract_test + path: 8-digit/int_subtract_test-* + - split: float_subtract_train + path: 8-digit/float_subtract_train-* + - split: float_subtract_test + path: 8-digit/float_subtract_test-* + - split: int_multiply_train + path: 8-digit/int_multiply_train-* + - split: int_multiply_test + path: 8-digit/int_multiply_test-* + - split: float_multiply_train + path: 8-digit/float_multiply_train-* + - split: float_multiply_test + path: 8-digit/float_multiply_test-* + - split: int_divide_train + path: 8-digit/int_divide_train-* + - split: int_divide_test + path: 8-digit/int_divide_test-* + - split: float_divide_train + path: 8-digit/float_divide_train-* + - split: float_divide_test + path: 8-digit/float_divide_test-* +- config_name: 8-digit-use-commas + data_files: + - split: int_add_train + path: 8-digit-use-commas/int_add_train-* + - split: int_add_test + path: 8-digit-use-commas/int_add_test-* + - split: float_add_train + path: 8-digit-use-commas/float_add_train-* + - split: float_add_test + path: 8-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 8-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 8-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 8-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 8-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 8-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 8-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 8-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 8-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 8-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 8-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 8-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 8-digit-use-commas/float_divide_test-* +- config_name: 9-digit + data_files: + - split: int_add_train + path: 9-digit/int_add_train-* + - split: int_add_test + path: 9-digit/int_add_test-* + - split: float_add_train + path: 9-digit/float_add_train-* + - split: float_add_test + path: 9-digit/float_add_test-* + - split: int_subtract_train + path: 9-digit/int_subtract_train-* + - split: int_subtract_test + path: 9-digit/int_subtract_test-* + - split: float_subtract_train + path: 9-digit/float_subtract_train-* + - split: float_subtract_test + path: 9-digit/float_subtract_test-* + - split: int_multiply_train + path: 9-digit/int_multiply_train-* + - split: int_multiply_test + path: 9-digit/int_multiply_test-* + - split: float_multiply_train + path: 9-digit/float_multiply_train-* + - split: float_multiply_test + path: 9-digit/float_multiply_test-* + - split: int_divide_train + path: 9-digit/int_divide_train-* + - split: int_divide_test + path: 9-digit/int_divide_test-* + - split: float_divide_train + path: 9-digit/float_divide_train-* + - split: float_divide_test + path: 9-digit/float_divide_test-* +- config_name: 9-digit-use-commas + data_files: + - split: int_add_train + path: 9-digit-use-commas/int_add_train-* + - split: int_add_test + path: 9-digit-use-commas/int_add_test-* + - split: float_add_train + path: 9-digit-use-commas/float_add_train-* + - split: float_add_test + path: 9-digit-use-commas/float_add_test-* + - split: int_subtract_train + path: 9-digit-use-commas/int_subtract_train-* + - split: int_subtract_test + path: 9-digit-use-commas/int_subtract_test-* + - split: float_subtract_train + path: 9-digit-use-commas/float_subtract_train-* + - split: float_subtract_test + path: 9-digit-use-commas/float_subtract_test-* + - split: int_multiply_train + path: 9-digit-use-commas/int_multiply_train-* + - split: int_multiply_test + path: 9-digit-use-commas/int_multiply_test-* + - split: float_multiply_train + path: 9-digit-use-commas/float_multiply_train-* + - split: float_multiply_test + path: 9-digit-use-commas/float_multiply_test-* + - split: int_divide_train + path: 9-digit-use-commas/int_divide_train-* + - split: int_divide_test + path: 9-digit-use-commas/int_divide_test-* + - split: float_divide_train + path: 9-digit-use-commas/float_divide_train-* + - split: float_divide_test + path: 9-digit-use-commas/float_divide_test-* +--- diff --git a/comprehensive-arithmetic-problems.py b/comprehensive-arithmetic-problems.py deleted file mode 100644 index c41e8b39031484431f36d104e53fd4f660523eea..0000000000000000000000000000000000000000 --- a/comprehensive-arithmetic-problems.py +++ /dev/null @@ -1,360 +0,0 @@ -## Adapted from https://github.com/maxwbuckley/r2ltokenizing/blob/main/llmarithmetic.py; with modifications -import random -from datasets import ( - BuilderConfig, - SplitGenerator, - GeneratorBasedBuilder, - DatasetInfo, - Value, - Features, -) -from decimal import Decimal -import yaml - -SEED = 42 -TEST_SIZE = 0.2 -DIVISION_RESULT_MULTIPLIER = 4 -FLOAT_FLOAT_PROBLEM_PROPORTION = 0.3 - -_CITATION = """\ -@misc{lee2024arithmeticproblemsdataset, -title = {Arithmetic Problems}, -author={Garreth Lee}, -year={2024} -} -""" - - - -class Operator: - ADD = "+" - SUBTRACT = "-" - MULTIPLY = "*" - DIVIDE = "/" - - OPERATORS = [ADD, SUBTRACT, MULTIPLY, DIVIDE] - - @classmethod - def is_operator(cls, value): - return value in cls.OPERATORS - - @classmethod - def operator_to_name(cls, value): - if value == cls.ADD: - return "add" - elif value == cls.SUBTRACT: - return "subtract" - elif value == cls.MULTIPLY: - return "multiply" - elif value == cls.DIVIDE: - return "divide" - else: - raise ValueError(f"Invalid operator: {value}") - - -class OperationType: - INT_INT = [False, False] - INT_FLOAT = [True, False] - FLOAT_FLOAT = [True, True] - -class ArithmeticProblemsConfig(BuilderConfig): - def __init__( - self, - name: str, - num_problems: int, - min_exponent: int, - max_exponent: int, - max_rounding_precision: int, - use_commas: bool = False, - **kwargs, - ): - super().__init__(name=name) - self.num_problems = num_problems - self.min_exponent = min_exponent - self.max_exponent = max_exponent - self.max_rounding_precision = max_rounding_precision - self.use_commas = use_commas - self.kwargs = kwargs - - - - -class ArithmeticProblemsDataset(GeneratorBasedBuilder): - BUILDER_CONFIG_CLASS = ArithmeticProblemsConfig - FLOAT_ANSWER_ROUNDING_PRECISION = 4 - - BUILDER_CONFIGS = [ - ArithmeticProblemsConfig( - name=f"{i}-digit{'-use-commas' if use_commas else ''}", - num_problems=5000, - min_exponent=i-1, - max_exponent=i, - max_rounding_precision=max(i-1, 10), - use_commas = use_commas, - ) for i in range(1, 21) for use_commas in (True, False) - ] - - VERSION = "1.0.0" - - def _info(self): - return DatasetInfo( - description="Generate arithmetic problems for use in math tokenization", - features=Features( - { - "question": Value("string"), - "answer": Value("string"), - "operator": Value("string"), - } - ), - citation=_CITATION, - ) - - def _generate_number( - self, min_val: int, max_val: int, is_float: bool, max_rounding_precision: int - ) -> float | int: - """ - Generates a random number within a specified range, either as an integer or float. - - Args: - min_val: The minimum value of the range. - max_val: The maximum value of the range. - is_float: If true, generates a float - max_rounding_precision: The maximum precision to use when rounding the number. - - Returns: - A random number within the specified range, either as an int or a float. - """ - if is_float: - # Round to a random precision between 0 and max_rounding_precision - return round( - random.uniform(min_val, max_val), - random.choice(range(1, max_rounding_precision + 1)), - ) - else: - return random.randint(min_val, max_val) - - def _format_number(self, number: int | float, use_commas: bool = False) -> str: - """ - Rounds a number to a specified precision, and then formats it as a string. - - Args: - number: The number to be formatted. - use_commas: Whether to include commas as thousand separators. - - Returns: - A string representation of the input number, rounded to the specified precision. - """ - if use_commas: - return "{:,}".format(number) - else: - return str(number) - - def _construct_equation( - self, - operand1: int | float, - operand2: int | float, - operator: str, - use_commas: bool = False, - ) -> str: - """Helper function for constructing the string equations.""" - - return "%s %s %s = " % ( - self._format_number(operand1, use_commas), - operator, - self._format_number(operand2, use_commas), - ) - - def create_question_answer_pair( - self, - min_value: int, - max_value: int, - operator: str, - use_commas: bool, - operation_type: list[bool], - max_rounding_precision: int | None, - ) -> dict[str, str]: - """Creates a random question and correct answer pair. - - Args: - min_value: The lowest possible random value. - max_value: The highest possible random value. - include_decimals: Whether to include float numbers in the generated problems. - operator: The mathematical operator to use. - use_commas: Whether to use commas to separate numbers right-to-left. - - Returns: - A dictionary containing the equation string and the expected answer. - """ - if not Operator.is_operator(operator): - raise ValueError(f"Invalid operator: {operator}") - - is_float1, is_float2 = operation_type - operand1 = self._generate_number( - min_val=min_value, - max_val=max_value, - is_float=is_float1, - max_rounding_precision=max_rounding_precision, - ) - operand2 = self._generate_number( - min_val=min_value, - max_val=max_value, - is_float=is_float2, - max_rounding_precision=max_rounding_precision, - ) - - if operator == Operator.SUBTRACT: - result = operand1 - operand2 - elif operator == Operator.ADD: - result = operand1 + operand2 - elif operator == Operator.MULTIPLY: - result = operand1 * operand2 - else: - # this prevents a lot of "0" answers from being generated - if operand1 < operand2 or random.random() < 0.01: - operand1, operand2 = operand2, operand1 - - if operation_type == OperationType.INT_INT: - tmp = operand1 / operand2 - - # we scale the temp result up to prevent a lot of "small divisions" - if tmp < 10: - tmp *= DIVISION_RESULT_MULTIPLIER - if max_value > 999: - tmp *= random.randint(2, 4) - - # prevents zero division - operand1 = int(round(tmp)) * operand2 - result = int(operand1 / operand2) - - elif operation_type == OperationType.INT_FLOAT: - operand2 = int(operand2) - tmp = round( - operand1 / operand2, - random.randint(1, max_rounding_precision), - ) - - # we scale the temp result up to prevent a lot of "small divisions" - if tmp < 10: - tmp = float( - Decimal(str(tmp)) * Decimal(str(DIVISION_RESULT_MULTIPLIER)) - ) - - # deals with Python's decimal multiplication precision issue - operand1 = float(Decimal(str(tmp)) * Decimal(str(operand2))) - result = tmp - - else: - tmp = round( - operand1 / operand2, random.randint(1, max_rounding_precision) - ) - - # we scale the temp result up to prevent a lot of "small divisions" - if tmp < 10: - tmp = float( - Decimal(str(tmp)) * Decimal(str(DIVISION_RESULT_MULTIPLIER)) - ) - - # deals with Python's decimal multiplication precision issue - operand1 = float(Decimal(str(tmp)) * Decimal(str(operand2))) - result = tmp - - result = round(result, self.FLOAT_ANSWER_ROUNDING_PRECISION) - - question = self._construct_equation( - operand1=operand1, - operand2=operand2, - operator=operator, - use_commas=use_commas, - ) - answer = self._format_number(result, use_commas) - - return {"question": question, "answer": answer, "operator": operator} - - def _split_generators(self, dl_manager, **kwargs) -> list[SplitGenerator]: - generators = [] - - for operator in Operator.OPERATORS: - # Create separate splits for each type of number - for type in ("int", "float"): - split_name = f"{type}_{Operator.operator_to_name(operator)}" - - train_generator = SplitGenerator( - name=split_name + "_train", - gen_kwargs={ - "num_problems": int(self.config.num_problems * (1 - TEST_SIZE)), - "min_value": 10**self.config.min_exponent, - "max_value": 10**self.config.max_exponent, - "max_rounding_precision": self.config.max_rounding_precision - if type == "float" - else None, - "use_commas": self.config.use_commas, - "operator": operator, - }, - ) - - test_generator = SplitGenerator( - name=split_name + "_test", - gen_kwargs={ - "num_problems": int(self.config.num_problems * TEST_SIZE), - "min_value": 10**self.config.min_exponent, - "max_value": 10**self.config.max_exponent, - "max_rounding_precision": self.config.max_rounding_precision - if type == "float" - else None, - "use_commas": self.config.use_commas, - "operator": operator, - }, - ) - - generators.append(train_generator) - generators.append(test_generator) - - return generators - - def _generate_examples( - self, - num_problems, - min_value, - max_value, - max_rounding_precision, - use_commas, - operator, - ): - def _get_operation_type(current_idx: int): - # If max_rounding_precision is None, generate only integer problems - """ - Determines the type of operation (integer-integer, float-float, or integer-float) - to generate based on the current index and the proportion of float problems. - - Args: - current_idx: The current index of the problem being generated. - num_problems: The total number of problems to generate. - max_rounding_precision: The maximum rounding precision to use when generating float problems. - - Returns: - An OperationType indicating the type of operation to generate. - """ - if max_rounding_precision is None: - return OperationType.INT_INT - - # Otherwise, if the current index is less than the float problem proportion, - elif current_idx < num_problems * FLOAT_FLOAT_PROBLEM_PROPORTION: - return OperationType.FLOAT_FLOAT - - else: - return OperationType.INT_FLOAT - - random.seed(SEED) - - for i in range(num_problems): - yield ( - str(i), - self.create_question_answer_pair( - min_value=min_value, - max_value=max_value, - operator=operator, - use_commas=use_commas, - operation_type=_get_operation_type(i), - max_rounding_precision=max_rounding_precision, - ), - )